AI Adoption Curves and Productivity Paradox

Models why AI productivity gains are delayed and unevenly distributed across industries.

Key findings

  • Measurable productivity gains lag AI adoption by 2-4 years due to process redesign requirements.
  • Industries with high process standardization see 3x faster productivity impact than creative industries.
  • The skills-bottleneck loop constrains adoption more than technology capability in 70% of scenarios.